Untangled Community Event: Trace What Must Remain Human & What Machines Do Well

​This Untangled Collective event is hosted by Charley Johnson. Stewarding change in uncertain, complex systems amidst technological change is ... hard. But the only way forward is together: learning with and from one another as we go.

​Join today! https://charleyjohnson.kit.com/15cda148d7

​Subscribe to Untangled, your guide to our sociotechnical world, and get one of my free email courses:

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​What Must Stay Human?

​Before you decide what AI should do in your organization, you need to answer a harder question: what cannot be delegated?

​This workshop cuts through the hype to help leaders make principled decisions about the division of labor between humans and machines. You'll learn to identify the capacities that are genuinely non-delegable — meaning-making, judgment under uncertainty, relational knowledge, ethical discernment — and distinguish them from the work machines actually do well.

​You'll leave with two design rules you can apply immediately, and a clearer picture of where automation builds capacity versus where it quietly hollows it out.

​For leaders who want to use AI strategically — without giving away what makes their organization irreplaceably human.